Pith Number

pith:XBOS44B7

pith:2025:XBOS44B76AWOHHHVHCY7KFKIHA

not attested not anchored not stored refs pending

Navigating MLOps: Insights into Maturity, Lifecycle, Tools, and Careers

Farbod Ghiasi, Jasper Stone, Raj Patel, Shahram Rahimi, Sudip Mittal

arxiv:2503.15577 v1 · 2025-03-19 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XBOS44B76AWOHHHVHCY7KFKIHA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights

Receipt and verification

First computed	2026-07-05T11:35:12.721220Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b85d2e703ff02ce39cf538b1f51548383fd8e6b8e3c66f75578988f29ae7be3e

Aliases

arxiv: 2503.15577 · arxiv_version: 2503.15577v1 · doi: 10.48550/arxiv.2503.15577 · pith_short_12: XBOS44B76AWO · pith_short_16: XBOS44B76AWOHHHV · pith_short_8: XBOS44B7

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/XBOS44B76AWOHHHVHCY7KFKIHA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b85d2e703ff02ce39cf538b1f51548383fd8e6b8e3c66f75578988f29ae7be3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84c22f1b2b77af375df0d88007bb9657fd7c8ae2a0189ffb92aa31b4682841ba",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-19T13:20:14Z",
    "title_canon_sha256": "7de974d485b5b92d65611af04ed4e01b54da075b14dfd8d862bd1fc90ab1c3d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15577",
    "kind": "arxiv",
    "version": 1
  }
}